July 24, 2025
AI-Driven Remediation: How Incerto Delivers Faster Incident Response
Downtime is expensive and stressful—every extra minute your team spends chasing a problem costs money, customers, and sanity.
Let's see how Incerto can help you resolve incidents faster using AI.
The Problem: Data Overload, Signal Lost
A great DBA in your team doesn't just have great problem solving abilities, but also has a deep understanding of your database, its configuration, and its environment.
Primary problem AI based remediation approaches face is that they have too many possibilities to choose from and not enough context to make a informed decision.
Incerto’s Approach: Context-First
Incerto provides AI agents with exactly what they need to know and helps them work together in harmony to resolve incidents.
How it works:
Incerto connects to your Databases and instantly captures a rich set of signals including:

Incerto Context Engine Diagram as of 22 July 2025
- 100+ deep metrics and insights per database (replication metrics, performance metrics, health metrics, configuration state, etc.)
- Resource utilization patterns (CPU, memory, I/O, disk utilization, etc.)
- Schema changes and their impact on query plans
- Incerto's knowledge base of learnings, best practices, historical data, and pre-configured entities.
- Deployment information (version, configuration, OS, kubernetes, docker, etc.)
- Among others.

Incerto Alerts
We use state-of-the-art techniques to divide and orchestrate the work between agents to provide a novel approach to Incident Remediation.

Incerto Agent hypotheses verification loop
Real Outcomes: Shorter Incidents, Fewer Pages
Teams using Incerto have seen their incident response time drop by 75%.
RCA becomes a breeze, and on-call pages drop dramatically.
Metric | Before | After |
---|---|---|
Mean Time to Resolve | 60 min | 15 min |
Root cause ID time | ~30 min | <2 sec |
On-call pages/week | 12 | 2 |
Storage cost (scale) | baseline | 90% lower |
Is my data secure? How hard is it to set up?
Incerto runs on-prem, so your data stays yours. (More details in the next blog!)
Super easy to set up (< 30 min), Insights and responses flow wherever your team works (Slack, teams, etc.).
Summary
Incerto is the best context-engine for your database—making every alert, every query, and every investigation faster, clearer, and more useful for your team.
Give your engineers the tools to focus on what matters, not midnight firefighting. If that sounds interesting, let’s connect—your weekends will thank you.